docs: def get_params(self):
          """Get parameters from this object
          """
          params = super().get_params()
          params.update({'beta': self.beta,
                         'knn': self.knn,
                         'decay': self.decay,
                         'bandwidth': self.bandwidth,
                         'distance': self.distance,
                         'thresh': self.thresh,
                         'n_jobs': self.n_jobs})
          return params